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README.md

@@ -53,25 +53,31 @@ This repository includes pretrained weights for:
 -   Learn2SplatSparse: sparse-view reconstruction
 -   Learn2SplatDense: dense-view reconstruction
 
-See MODEL_ZOO.md for details.
+See (https://huggingface.co/autonomousvision/learn2splat/blob/main/MODEL_ZOO.md)[MODEL_ZOO.md] for details.
 
 ------------------------------------------------------------------------
 
 ## 🚀 Usage
 
+```python
 from transformers import AutoModel
 
 model_id = "autonomousvision/learn2splat"
 
 model = AutoModel.from_pretrained(model_id, trust_remote_code=True)
 model.eval()
+```
 
 ------------------------------------------------------------------------
 
 ## 📚 Citation
 
-@article{pearl2026learn2splat, title={Learn2Splat: Extending the Horizon
-of Learned 3DGS Optimization}, author={Pearl, Naama and Esposito,
-Stefano and Xu, Haofei and Peleg, Amit and Gschossmann, Patricia and
-Porzi, Lorenzo and Kontschieder, Peter and Pons-Moll, Gerard and Geiger,
-Andreas}, journal={arXiv preprint}, year={2026} }
+```bibtex
+@article{
+    pearl2026learn2splat, 
+    title={Learn2Splat: Extending the Horizon of Learned 3DGS Optimization}, 
+    author={Pearl, Naama and Esposito, Stefano and Xu, Haofei and Peleg, Amit and Gschossmann, Patricia and Porzi, Lorenzo and Kontschieder, Peter and Pons-Moll, Gerard and Geiger, Andreas}, 
+    journal={arXiv preprint},
+    year={2026} 
+}
+```